Overview

Dataset info

Number of variables35
Number of observations1470
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory1.7 MiB
Average record size in memory1.2 KiB

Variables types

NUM16
CAT16
BOOL3

Reproduction info

Date of analysis2020-02-01 12:45:43.714493
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

Employee_Count has constant value "1" Rejected
No._of_Companies_Worked has 197 (13.4%) zeros Zeros
Over_18 has constant value "Y" Rejected
Standard_Hours has constant value "80" Rejected
Training_Times_Last_Year has 54 (3.7%) zeros Zeros
Years_At_Company has 44 (3.0%) zeros Zeros
Years_In_Current_Role has 244 (16.6%) zeros Zeros
Years_Since_Last_Promotion has 581 (39.5%) zeros Zeros
Years_With_Curr_Manager has 263 (17.9%) zeros Zeros
Monthly_Income_(USD) is highly correlated with Job_LevelHigh Correlation
Job_Level is highly correlated with Monthly_Income_(USD)High Correlation
Job_Role is highly correlated with DepartmentHigh Correlation
Department is highly correlated with Job_RoleHigh Correlation
Standard_Hours is highly correlated with Over_18High Correlation
Over_18 is highly correlated with Standard_HoursHigh Correlation

Variables

Age
Real number (ℝ≥0)

Distinct count43
Unique (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.92380952
Minimum18
Maximum60
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum18
5-th percentile24
Q130
median36
Q343
95-th percentile54
Maximum60
Range42
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.135373489
Coefficient of variation (CV)0.2474114564
Kurtosis-0.4041451372
Mean36.92380952
Median Absolute Deviation (MAD)7.409795918
Skewness0.4132863019
Sum54278
Variance83.45504879
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[18. 23.5 25.5 28.5 36.5 42.5 46.5 55.5 60. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
35 78 5.3%
 
34 77 5.2%
 
31 69 4.7%
 
36 69 4.7%
 
29 68 4.6%
 
32 61 4.1%
 
30 60 4.1%
 
33 58 3.9%
 
38 58 3.9%
 
40 57 3.9%
 
Other values (33) 815 55.4%
 
ValueCountFrequency (%) 
18 8 0.5%
 
19 9 0.6%
 
20 11 0.7%
 
21 13 0.9%
 
22 16 1.1%
 
ValueCountFrequency (%) 
60 5 0.3%
 
59 10 0.7%
 
58 14 1.0%
 
57 4 0.3%
 
56 14 1.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
No
1233
Yes
 
237
ValueCountFrequency (%) 
No 1233 83.9%
 
Yes 237 16.1%
 

Business_Travel
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Travel_Rarely
1043
Travel_Frequently
277
Non-Travel
 
150
ValueCountFrequency (%) 
Travel_Rarely 1043 71.0%
 
Travel_Frequently 277 18.8%
 
Non-Travel 150 10.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length17
Mean length13.44761905
Min length10
Scatter

Daily_Rate_(USD)
Real number (ℝ≥0)

Distinct count886
Unique (%)60.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean802.4857143
Minimum102
Maximum1499
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum102
5-th percentile165.35
Q1465
median802
Q31157
95-th percentile1424.1
Maximum1499
Range1397
Interquartile range (IQR)692

Descriptive statistics

Standard deviation403.5090999
Coefficient of variation (CV)0.5028240288
Kurtosis-1.203822808
Mean802.4857143
Median Absolute Deviation (MAD)350.2537221
Skewness-0.003518568352
Sum1179654
Variance162819.5937
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 102. 1499.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
691 6 0.4%
 
1082 5 0.3%
 
329 5 0.3%
 
1329 5 0.3%
 
530 5 0.3%
 
408 5 0.3%
 
715 4 0.3%
 
589 4 0.3%
 
906 4 0.3%
 
350 4 0.3%
 
Other values (876) 1423 96.8%
 
ValueCountFrequency (%) 
102 1 0.1%
 
103 1 0.1%
 
104 1 0.1%
 
105 1 0.1%
 
106 1 0.1%
 
ValueCountFrequency (%) 
1499 1 0.1%
 
1498 1 0.1%
 
1496 2 0.1%
 
1495 3 0.2%
 
1492 1 0.1%
 

Department
Categorical

HIGH CORRELATION
Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Research & Development
961
Sales
446
Human Resources
 
63
ValueCountFrequency (%) 
Research & Development 961 65.4%
 
Sales 446 30.3%
 
Human Resources 63 4.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length22
Mean length16.54217687
Min length5
Scatter

Distance_From_Home_(kms)
Real number (ℝ≥0)

Distinct count29
Unique (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.192517007
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median7
Q314
95-th percentile26
Maximum29
Range28
Interquartile range (IQR)12

Descriptive statistics

Standard deviation8.106864436
Coefficient of variation (CV)0.8818982254
Kurtosis-0.2248334049
Mean9.192517007
Median Absolute Deviation (MAD)6.572742839
Skewness0.9581179957
Sum13513
Variance65.72125098
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 10.5 28.5 29. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 211 14.4%
 
1 208 14.1%
 
10 86 5.9%
 
9 85 5.8%
 
3 84 5.7%
 
7 84 5.7%
 
8 80 5.4%
 
5 65 4.4%
 
4 64 4.4%
 
6 59 4.0%
 
Other values (19) 444 30.2%
 
ValueCountFrequency (%) 
1 208 14.1%
 
2 211 14.4%
 
3 84 5.7%
 
4 64 4.4%
 
5 65 4.4%
 
ValueCountFrequency (%) 
29 27 1.8%
 
28 23 1.6%
 
27 12 0.8%
 
26 25 1.7%
 
25 25 1.7%
 

Education
Categorical

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Bachelor
572
Master
398
College
282
Below College
170
Doctor
 
48
ValueCountFrequency (%) 
Bachelor 572 38.9%
 
Master 398 27.1%
 
College 282 19.2%
 
Below College 170 11.6%
 
Doctor 48 3.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length13
Mean length7.779591837
Min length6
Scatter

Education_Field
Categorical

Distinct count6
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Life Sciences
606
Medical
464
Marketing
159
Technical Degree
132
Other
 
82
ValueCountFrequency (%) 
Life Sciences 606 41.2%
 
Medical 464 31.6%
 
Marketing 159 10.8%
 
Technical Degree 132 9.0%
 
Other 82 5.6%
 
Human Resources 27 1.8%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length16
Mean length10.53333333
Min length5
Scatter

Employee_Count
Boolean

CONST
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
1
1470
ValueCountFrequency (%) 
1 1470 100.0%
 

Employee_ID
Real number (ℝ≥0)

UNIQUE
Distinct count1470
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1024.865306
Minimum1
Maximum2068
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile96.45
Q1491.25
median1020.5
Q31555.75
95-th percentile1967.55
Maximum2068
Range2067
Interquartile range (IQR)1064.5

Descriptive statistics

Standard deviation602.0243348
Coefficient of variation (CV)0.5874180063
Kurtosis-1.223178906
Mean1024.865306
Median Absolute Deviation (MAD)522.4050757
Skewness0.01657401958
Sum1506552
Variance362433.2997
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1.000e+00 2.068e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2046 1 0.1%
 
641 1 0.1%
 
644 1 0.1%
 
645 1 0.1%
 
647 1 0.1%
 
648 1 0.1%
 
649 1 0.1%
 
650 1 0.1%
 
652 1 0.1%
 
653 1 0.1%
 
Other values (1460) 1460 99.3%
 
ValueCountFrequency (%) 
1 1 0.1%
 
2 1 0.1%
 
4 1 0.1%
 
5 1 0.1%
 
7 1 0.1%
 
ValueCountFrequency (%) 
2068 1 0.1%
 
2065 1 0.1%
 
2064 1 0.1%
 
2062 1 0.1%
 
2061 1 0.1%
 
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
High
453
Very High
446
Medium
287
Low
284
ValueCountFrequency (%) 
High 453 30.8%
 
Very High 446 30.3%
 
Medium 287 19.5%
 
Low 284 19.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length9
Mean length5.714285714
Min length3
Scatter

Gender
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Male
882
Female
588
ValueCountFrequency (%) 
Male 882 60.0%
 
Female 588 40.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length6
Mean length4.8
Min length4
Scatter

Hourly_Rate_(USD)
Real number (ℝ≥0)

Distinct count71
Unique (%)4.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean65.89115646
Minimum30
Maximum100
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum30
5-th percentile33
Q148
median66
Q383.75
95-th percentile97
Maximum100
Range70
Interquartile range (IQR)35.75

Descriptive statistics

Standard deviation20.32942759
Coefficient of variation (CV)0.3085304415
Kurtosis-1.196398456
Mean65.89115646
Median Absolute Deviation (MAD)17.649248
Skewness-0.0323109529
Sum96860
Variance413.2856263
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 30. 100.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
66 29 2.0%
 
42 28 1.9%
 
98 28 1.9%
 
48 28 1.9%
 
84 28 1.9%
 
79 27 1.8%
 
96 27 1.8%
 
57 27 1.8%
 
52 26 1.8%
 
87 26 1.8%
 
Other values (61) 1196 81.4%
 
ValueCountFrequency (%) 
30 19 1.3%
 
31 15 1.0%
 
32 24 1.6%
 
33 19 1.3%
 
34 12 0.8%
 
ValueCountFrequency (%) 
100 19 1.3%
 
99 20 1.4%
 
98 28 1.9%
 
97 21 1.4%
 
96 27 1.8%
 

Job_Involvement
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
High
868
Medium
375
Very High
 
144
Low
 
83
ValueCountFrequency (%) 
High 868 59.0%
 
Medium 375 25.5%
 
Very High 144 9.8%
 
Low 83 5.6%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length9
Mean length4.943537415
Min length3
Scatter

Job_Level
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.063945578
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.106939899
Coefficient of variation (CV)0.5363222319
Kurtosis0.3991520554
Mean2.063945578
Median Absolute Deviation (MAD)0.8324753575
Skewness1.025401283
Sum3034
Variance1.22531594
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 
ValueCountFrequency (%) 
5 69 4.7%
 
4 106 7.2%
 
3 218 14.8%
 
2 534 36.3%
 
1 543 36.9%
 

Job_Role
Categorical

HIGH CORRELATION
Distinct count9
Unique (%)0.6%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Sales Executive
326
Research Scientist
292
Laboratory Technician
259
Manufacturing Director
145
Healthcare Representative
131
Other values (4)
317
ValueCountFrequency (%) 
Sales Executive 326 22.2%
 
Research Scientist 292 19.9%
 
Laboratory Technician 259 17.6%
 
Manufacturing Director 145 9.9%
 
Healthcare Representative 131 8.9%
 
Manager 102 6.9%
 
Sales Representative 83 5.6%
 
Research Director 80 5.4%
 
Human Resources 52 3.5%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length25
Mean length18.0707483
Min length7
Scatter

Job_Satisfaction
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Very High
459
High
442
Low
289
Medium
280
ValueCountFrequency (%) 
Very High 459 31.2%
 
High 442 30.1%
 
Low 289 19.7%
 
Medium 280 19.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length9
Mean length5.745578231
Min length3
Scatter

Marital_Status
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Married
673
Single
470
Divorced
327
ValueCountFrequency (%) 
Married 673 45.8%
 
Single 470 32.0%
 
Divorced 327 22.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length8
Mean length6.902721088
Min length6
Scatter

Monthly_Income_(USD)
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count1349
Unique (%)91.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6502.931293
Minimum1009
Maximum19999
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1009
5-th percentile2097.9
Q12911
median4919
Q38379
95-th percentile17821.35
Maximum19999
Range18990
Interquartile range (IQR)5468

Descriptive statistics

Standard deviation4707.956783
Coefficient of variation (CV)0.7239745541
Kurtosis1.005232691
Mean6502.931293
Median Absolute Deviation (MAD)3631.446085
Skewness1.369816681
Sum9559309
Variance22164857.07
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1009. 2004. 2981. 5463.5 5487.5 ... 13118. 13999.5 15982. 19035.5 19999. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2342 4 0.3%
 
5562 3 0.2%
 
2741 3 0.2%
 
2451 3 0.2%
 
2610 3 0.2%
 
2380 3 0.2%
 
6142 3 0.2%
 
6347 3 0.2%
 
2559 3 0.2%
 
2404 3 0.2%
 
Other values (1339) 1439 97.9%
 
ValueCountFrequency (%) 
1009 1 0.1%
 
1051 1 0.1%
 
1052 1 0.1%
 
1081 1 0.1%
 
1091 1 0.1%
 
ValueCountFrequency (%) 
19999 1 0.1%
 
19973 1 0.1%
 
19943 1 0.1%
 
19926 1 0.1%
 
19859 1 0.1%
 

Monthly_Rate_(USD)
Real number (ℝ≥0)

Distinct count1427
Unique (%)97.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14313.1034
Minimum2094
Maximum26999
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum2094
5-th percentile3384.55
Q18047
median14235.5
Q320461.5
95-th percentile25431.9
Maximum26999
Range24905
Interquartile range (IQR)12414.5

Descriptive statistics

Standard deviation7117.786044
Coefficient of variation (CV)0.4972915967
Kurtosis-1.2149561
Mean14313.1034
Median Absolute Deviation (MAD)6188.083697
Skewness0.01857780789
Sum21040262
Variance50662878.17
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 2094. 26999.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4223 3 0.2%
 
9150 3 0.2%
 
6670 2 0.1%
 
7324 2 0.1%
 
4658 2 0.1%
 
21534 2 0.1%
 
16154 2 0.1%
 
13008 2 0.1%
 
12355 2 0.1%
 
6069 2 0.1%
 
Other values (1417) 1448 98.5%
 
ValueCountFrequency (%) 
2094 1 0.1%
 
2097 1 0.1%
 
2104 1 0.1%
 
2112 1 0.1%
 
2122 1 0.1%
 
ValueCountFrequency (%) 
26999 1 0.1%
 
26997 1 0.1%
 
26968 1 0.1%
 
26959 1 0.1%
 
26956 1 0.1%
 

No._of_Companies_Worked
Real number (ℝ≥0)

ZEROS
Distinct count10
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.693197279
Minimum0
Maximum9
Zeros197
Zeros (%)13.4%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.498009006
Coefficient of variation (CV)0.9275254455
Kurtosis0.01021381669
Mean2.693197279
Median Absolute Deviation (MAD)2.059758434
Skewness1.026471112
Sum3959
Variance6.240048994
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 4.5 8.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 521 35.4%
 
0 197 13.4%
 
3 159 10.8%
 
2 146 9.9%
 
4 139 9.5%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 
9 52 3.5%
 
8 49 3.3%
 
ValueCountFrequency (%) 
0 197 13.4%
 
1 521 35.4%
 
2 146 9.9%
 
3 159 10.8%
 
4 139 9.5%
 
ValueCountFrequency (%) 
9 52 3.5%
 
8 49 3.3%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 

Over_18
Categorical

CONST
HIGH CORRELATION
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Y
1470
ValueCountFrequency (%) 
Y 1470 100.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

Over_Time
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
No
1054
Yes
416
ValueCountFrequency (%) 
No 1054 71.7%
 
Yes 416 28.3%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Excellent
1244
Outstanding
 
226
ValueCountFrequency (%) 
Excellent 1244 84.6%
 
Outstanding 226 15.4%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length11
Mean length9.307482993
Min length9
Scatter
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
High
459
Very High
432
Medium
303
Low
276
ValueCountFrequency (%) 
High 459 31.2%
 
Very High 432 29.4%
 
Medium 303 20.6%
 
Low 276 18.8%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length9
Mean length5.693877551
Min length3
Scatter

Salary_Hike_(%)
Real number (ℝ≥0)

Distinct count15
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.20952381
Minimum11
Maximum25
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum11
5-th percentile11
Q112
median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.659937717
Coefficient of variation (CV)0.2406346025
Kurtosis-0.3005982221
Mean15.20952381
Median Absolute Deviation (MAD)3.055173307
Skewness0.8211279756
Sum22358
Variance13.39514409
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[11. 11.5 14.5 19.5 22.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 210 14.3%
 
13 209 14.2%
 
14 201 13.7%
 
12 198 13.5%
 
15 101 6.9%
 
18 89 6.1%
 
17 82 5.6%
 
16 78 5.3%
 
19 76 5.2%
 
22 56 3.8%
 
Other values (5) 170 11.6%
 
ValueCountFrequency (%) 
11 210 14.3%
 
12 198 13.5%
 
13 209 14.2%
 
14 201 13.7%
 
15 101 6.9%
 
ValueCountFrequency (%) 
25 18 1.2%
 
24 21 1.4%
 
23 28 1.9%
 
22 56 3.8%
 
21 48 3.3%
 

Standard_Hours
Categorical

CONST
HIGH CORRELATION
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
80
1470
ValueCountFrequency (%) 
80 1470 100.0%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length2
Mean length2
Min length2
Scatter
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
0
631
1
596
2
158
3
 
85
ValueCountFrequency (%) 
0 631 42.9%
 
1 596 40.5%
 
2 158 10.7%
 
3 85 5.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

Total_Working_Years
Real number (ℝ≥0)

Distinct count40
Unique (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.27959184
Minimum0
Maximum40
Zeros11
Zeros (%)0.7%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
median10
Q315
95-th percentile28
Maximum40
Range40
Interquartile range (IQR)9

Descriptive statistics

Standard deviation7.780781676
Coefficient of variation (CV)0.6898105701
Kurtosis0.9182695366
Mean11.27959184
Median Absolute Deviation (MAD)6.034188533
Skewness1.117171853
Sum16581
Variance60.54056348
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 4.5 ... 10.5 17.5 24.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 202 13.7%
 
6 125 8.5%
 
8 103 7.0%
 
9 96 6.5%
 
5 88 6.0%
 
1 81 5.5%
 
7 81 5.5%
 
4 63 4.3%
 
12 48 3.3%
 
3 42 2.9%
 
Other values (30) 541 36.8%
 
ValueCountFrequency (%) 
0 11 0.7%
 
1 81 5.5%
 
2 31 2.1%
 
3 42 2.9%
 
4 63 4.3%
 
ValueCountFrequency (%) 
40 2 0.1%
 
38 1 0.1%
 
37 4 0.3%
 
36 6 0.4%
 
35 3 0.2%
 

Training_Times_Last_Year
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.799319728
Minimum0
Maximum6
Zeros54
Zeros (%)3.7%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.289270621
Coefficient of variation (CV)0.4605656896
Kurtosis0.494992986
Mean2.799319728
Median Absolute Deviation (MAD)0.9743440233
Skewness0.5531241711
Sum4115
Variance1.662218734
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
5 119 8.1%
 
1 71 4.8%
 
6 65 4.4%
 
0 54 3.7%
 
ValueCountFrequency (%) 
0 54 3.7%
 
1 71 4.8%
 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
ValueCountFrequency (%) 
6 65 4.4%
 
5 119 8.1%
 
4 123 8.4%
 
3 491 33.4%
 
2 547 37.2%
 
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Better
893
Good
344
Best
 
153
Bad
 
80
ValueCountFrequency (%) 
Better 893 60.7%
 
Good 344 23.4%
 
Best 153 10.4%
 
Bad 80 5.4%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length6
Mean length5.160544218
Min length3
Scatter

Years_At_Company
Real number (ℝ≥0)

ZEROS
Distinct count37
Unique (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.008163265
Minimum0
Maximum40
Zeros44
Zeros (%)3.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q13
median5
Q39
95-th percentile20
Maximum40
Range40
Interquartile range (IQR)6

Descriptive statistics

Standard deviation6.126525152
Coefficient of variation (CV)0.8741984056
Kurtosis3.935508756
Mean7.008163265
Median Absolute Deviation (MAD)4.471686797
Skewness1.764529454
Sum10302
Variance37.53431044
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 ... 10.5 11.5 22.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 196 13.3%
 
1 171 11.6%
 
3 128 8.7%
 
2 127 8.6%
 
10 120 8.2%
 
4 110 7.5%
 
7 90 6.1%
 
9 82 5.6%
 
8 80 5.4%
 
6 76 5.2%
 
Other values (27) 290 19.7%
 
ValueCountFrequency (%) 
0 44 3.0%
 
1 171 11.6%
 
2 127 8.6%
 
3 128 8.7%
 
4 110 7.5%
 
ValueCountFrequency (%) 
40 1 0.1%
 
37 1 0.1%
 
36 2 0.1%
 
34 1 0.1%
 
33 5 0.3%
 

Years_In_Current_Role
Real number (ℝ≥0)

ZEROS
Distinct count19
Unique (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.229251701
Minimum0
Maximum18
Zeros244
Zeros (%)16.6%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q37
95-th percentile11
Maximum18
Range18
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.623137035
Coefficient of variation (CV)0.856685128
Kurtosis0.4774207735
Mean4.229251701
Median Absolute Deviation (MAD)3.040921838
Skewness0.9173631563
Sum6217
Variance13.12712197
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 7.5 9.5 11.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 372 25.3%
 
0 244 16.6%
 
7 222 15.1%
 
3 135 9.2%
 
4 104 7.1%
 
8 89 6.1%
 
9 67 4.6%
 
1 57 3.9%
 
6 37 2.5%
 
5 36 2.4%
 
Other values (9) 107 7.3%
 
ValueCountFrequency (%) 
0 244 16.6%
 
1 57 3.9%
 
2 372 25.3%
 
3 135 9.2%
 
4 104 7.1%
 
ValueCountFrequency (%) 
18 2 0.1%
 
17 4 0.3%
 
16 7 0.5%
 
15 8 0.5%
 
14 11 0.7%
 

Years_Since_Last_Promotion
Real number (ℝ≥0)

ZEROS
Distinct count16
Unique (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.187755102
Minimum0
Maximum15
Zeros581
Zeros (%)39.5%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile9
Maximum15
Range15
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.222430279
Coefficient of variation (CV)1.472939213
Kurtosis3.612673115
Mean2.187755102
Median Absolute Deviation (MAD)2.34689435
Skewness1.984289983
Sum3216
Variance10.3840569
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 7.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
7 76 5.2%
 
4 61 4.1%
 
3 52 3.5%
 
5 45 3.1%
 
6 32 2.2%
 
11 24 1.6%
 
8 18 1.2%
 
Other values (6) 65 4.4%
 
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
3 52 3.5%
 
4 61 4.1%
 
ValueCountFrequency (%) 
15 13 0.9%
 
14 9 0.6%
 
13 10 0.7%
 
12 10 0.7%
 
11 24 1.6%
 

Years_With_Curr_Manager
Real number (ℝ≥0)

ZEROS
Distinct count18
Unique (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.123129252
Minimum0
Maximum17
Zeros263
Zeros (%)17.9%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q37
95-th percentile10
Maximum17
Range17
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.568136121
Coefficient of variation (CV)0.8653951654
Kurtosis0.1710580839
Mean4.123129252
Median Absolute Deviation (MAD)3.025371836
Skewness0.833450992
Sum6061
Variance12.73159537
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 7.5 8.5 9.5 13.5 17. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 344 23.4%
 
0 263 17.9%
 
7 216 14.7%
 
3 142 9.7%
 
8 107 7.3%
 
4 98 6.7%
 
1 76 5.2%
 
9 64 4.4%
 
5 31 2.1%
 
6 29 2.0%
 
Other values (8) 100 6.8%
 
ValueCountFrequency (%) 
0 263 17.9%
 
1 76 5.2%
 
2 344 23.4%
 
3 142 9.7%
 
4 98 6.7%
 
ValueCountFrequency (%) 
17 7 0.5%
 
16 2 0.1%
 
15 5 0.3%
 
14 5 0.3%
 
13 14 1.0%
 

Correlations

Missing values

Sample

First rows

AgeAttrition_(Yes/No)Business_TravelDaily_Rate_(USD)DepartmentDistance_From_Home_(kms)EducationEducation_FieldEmployee_CountEmployee_IDEnvironment_SatisfactionGenderHourly_Rate_(USD)Job_InvolvementJob_LevelJob_RoleJob_SatisfactionMarital_StatusMonthly_Income_(USD)Monthly_Rate_(USD)No._of_Companies_WorkedOver_18Over_TimePerformance_RatingRelationship_SatisfactionSalary_Hike_(%)Standard_HoursStock_Option_LevelTotal_Working_YearsTraining_Times_Last_YearWork_Life_BalanceYears_At_CompanyYears_In_Current_RoleYears_Since_Last_PromotionYears_With_Curr_Manager
041YesTravel_Rarely1102Sales1CollegeLife Sciences11MediumFemale94High2Sales ExecutiveVery HighSingle5993194798YYesExcellentLow1180080Bad6405
149NoTravel_Frequently279Research & Development8Below CollegeLife Sciences12HighMale61Medium2Research ScientistMediumMarried5130249071YNoOutstandingVery High23801103Better10717
237YesTravel_Rarely1373Research & Development2CollegeOther14Very HighMale92Medium1Laboratory TechnicianHighSingle209023966YYesExcellentMedium1580073Better0000
333NoTravel_Frequently1392Research & Development3MasterLife Sciences15Very HighFemale56High1Research ScientistHighMarried2909231591YYesExcellentHigh1180083Better8730
427NoTravel_Rarely591Research & Development2Below CollegeMedical17LowMale40High1Laboratory TechnicianMediumMarried3468166329YNoExcellentVery High1280163Better2222
532NoTravel_Frequently1005Research & Development2CollegeLife Sciences18Very HighMale79High1Laboratory TechnicianVery HighSingle3068118640YNoExcellentHigh1380082Good7736
659NoTravel_Rarely1324Research & Development3BachelorMedical110HighFemale81Very High1Laboratory TechnicianLowMarried267099644YYesOutstandingLow20803123Good1000
730NoTravel_Rarely1358Research & Development24Below CollegeLife Sciences111Very HighMale67High1Laboratory TechnicianHighDivorced2693133351YNoOutstandingMedium2280112Better1000
838NoTravel_Frequently216Research & Development23BachelorLife Sciences112Very HighMale44Medium3Manufacturing DirectorHighSingle952687870YNoOutstandingMedium21800102Better9718
936NoTravel_Rarely1299Research & Development27BachelorMedical113HighMale94High2Healthcare RepresentativeHighMarried5237165776YNoExcellentMedium13802173Good7777

Last rows

AgeAttrition_(Yes/No)Business_TravelDaily_Rate_(USD)DepartmentDistance_From_Home_(kms)EducationEducation_FieldEmployee_CountEmployee_IDEnvironment_SatisfactionGenderHourly_Rate_(USD)Job_InvolvementJob_LevelJob_RoleJob_SatisfactionMarital_StatusMonthly_Income_(USD)Monthly_Rate_(USD)No._of_Companies_WorkedOver_18Over_TimePerformance_RatingRelationship_SatisfactionSalary_Hike_(%)Standard_HoursStock_Option_LevelTotal_Working_YearsTraining_Times_Last_YearWork_Life_BalanceYears_At_CompanyYears_In_Current_RoleYears_Since_Last_PromotionYears_With_Curr_Manager
146029NoTravel_Rarely468Research & Development28MasterMedical12054Very HighFemale73Medium1Research ScientistLowSingle378584891YNoExcellentMedium1480053Bad5404
146150YesTravel_Rarely410Sales28BachelorMarketing12055Very HighMale39Medium3Sales ExecutiveLowDivorced10854165864YYesExcellentMedium13801203Better3220
146239NoTravel_Rarely722Sales24Below CollegeMarketing12056MediumFemale60Medium4Sales ExecutiveVery HighMarried1203188280YNoExcellentLow11801212Good20996
146331NoNon-Travel325Research & Development5BachelorMedical12057MediumMale74High2Manufacturing DirectorLowSingle993637870YNoExcellentMedium19800102Better9417
146426NoTravel_Rarely1167Sales5BachelorOther12060Very HighFemale30Medium1Sales RepresentativeHighSingle2966213780YNoExcellentVery High1880052Better4200
146536NoTravel_Frequently884Research & Development23CollegeMedical12061HighMale41Very High2Laboratory TechnicianVery HighMarried2571122904YNoExcellentHigh17801173Better5203
146639NoTravel_Rarely613Research & Development6Below CollegeMedical12062Very HighMale42Medium3Healthcare RepresentativeLowMarried9991214574YNoExcellentLow1580195Better7717
146727NoTravel_Rarely155Research & Development4BachelorLife Sciences12064MediumMale87Very High2Manufacturing DirectorMediumMarried614251741YYesOutstandingMedium2080160Better6203
146849NoTravel_Frequently1023Sales2BachelorMedical12065Very HighMale63Medium2Sales ExecutiveMediumMarried5390132432YNoExcellentVery High14800173Good9608
146934NoTravel_Rarely628Research & Development8BachelorMedical12068MediumMale82Very High2Laboratory TechnicianHighMarried4404102282YNoExcellentLow1280063Best4312